Adaptive expertise is the ability to apply knowledge creatively and flexibly in novel situations, distinguishing it from routine expertise, which relies on applying known solutions to familiar problems. It involves continuous learning, problem-solving, and the capacity to innovate, making it essential in rapidly changing environments.